{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Approximating a Reflection Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we show how to painlessly train a neural ODE for approximating the **reflection map** \n",
    "\n",
    "$$\n",
    "    y = -x\n",
    "$$\n",
    "\n",
    "This tutorial also serves as a warning on limitations of *vanilla* ODE models which should always be considered when designing your task-specific architecture.\\\n",
    "In fact, vanilla Neural ODEs cannot approximate (in 1D) functions which requires the flows to cross, e.g. the reflection map $y=-x$ as they would break the uniqueness of solutions (and thus the determinism). As we show later, one way to overcome this issue is to employ **data-controlled** models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "from torchdyn.models import *; from torchdyn import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset contains pairs of `(-1, 1)` and `(1, -1)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "\n",
    "n_points = 100\n",
    "X = torch.linspace(-1,1, n_points).reshape(-1,1)\n",
    "y = -X\n",
    "\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "X_train, y_train = torch.Tensor(X).to(device), torch.Tensor(y).to(device)\n",
    "\n",
    "bs = len(X)\n",
    "train = data.TensorDataset(X_train, y_train)\n",
    "trainloader = data.DataLoader(train, batch_size=bs, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Learner**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import pytorch_lightning as pl\n",
    "\n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module, settings:dict={}):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "    \n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        x, y = batch      \n",
    "        y_hat = self.model(x)   \n",
    "        loss = nn.MSELoss()(y_hat, y)\n",
    "        logs = {'train_loss': loss}\n",
    "        return {'loss': loss, 'log': logs}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.Adam(self.model.parameters(), lr=0.01)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Uncontrolled Neural ODE models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first consider the following neural ODE variants: `depth-invariant` and `depth-variant` (\"cat\"). As we expect, these models will **NOT** be able to approximate the reflection map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# vanilla depth-invariant\n",
    "func = nn.Sequential(\n",
    "        nn.Linear(1, 64),\n",
    "        nn.Tanh(),\n",
    "        nn.Linear(64,1)\n",
    "        )\n",
    "\n",
    "\n",
    "# vanilla depth-variant\n",
    "func_dv = nn.Sequential(DepthCat(1),\n",
    "        nn.Linear(2, 64),\n",
    "        nn.Tanh(),\n",
    "        nn.Linear(64,1)\n",
    "        )\n",
    "\n",
    "funcs = [func, func_dv]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name  | Type     | Params\n",
      "-----------------------------------\n",
      "0 | model | NeuralDE | 193   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4f501d37d40e4fb2846572bc7c6b1e7d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name  | Type     | Params\n",
      "-----------------------------------\n",
      "0 | model | NeuralDE | 257   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5cfcb929f36845dc87e26aa0c4ebf4cf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plot_settings = {'n_grid':30, 'x_span':[-1,1], 'device':device}\n",
    "\n",
    "for i, f in enumerate(funcs):\n",
    "    # define the model\n",
    "    model = NeuralDE(f, solver='dopri5').to(device)\n",
    "    # train the neural ODE\n",
    "    learn = Learner(model)\n",
    "    trainer = pl.Trainer(min_epochs=100, max_epochs=200, gpus=1)\n",
    "    trainer.fit(learn)\n",
    "    \n",
    "    # plot the learned flows\n",
    "    plt.subplot(1,2,1+i)\n",
    "    s_span = torch.linspace(0,1,100)\n",
    "    traj = model.trajectory(X_train, s_span).cpu().detach()\n",
    "    plot_traj_vf_1D(model, s_span, traj, n_grid=30, x_span=[-1,1], device=device);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Controlled Neural ODE models\n",
    "\n",
    "Following the work in [Massaroli S., Poli M., et al., 2020](https://arxiv.org/abs/2002.08071), we can easily approximate the reflection map leveraging **data-controlled Neural ODEs**. Data-control allows the Neural ODE to learn a family of vector fields instead of a single one, via conditioning the vector field `f` with the initial condition `x`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the data-controlled model\n",
    "f = nn.Sequential(DataControl(),\n",
    "                  nn.Linear(2, 64),\n",
    "                  nn.Tanh(),\n",
    "                  nn.Linear(64,1)\n",
    ")\n",
    "\n",
    "model = NeuralDE(f, solver='dopri5').to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name  | Type     | Params\n",
      "-----------------------------------\n",
      "0 | model | NeuralDE | 257   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "be7d5f252708455b8784852bb74e1112",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train the neural ODE\n",
    "learn = Learner(model)\n",
    "trainer = pl.Trainer(min_epochs=200, max_epochs=250, gpus=1)\n",
    "trainer.fit(learn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plots**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate the trajectories of each data point\n",
    "s_span = torch.linspace(0,1,100)\n",
    "traj = model.trajectory(X_train, s_span).cpu().detach()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Depth-Trajectories of Controlled Neural ODEs')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the depth evolution of the data\n",
    "fig = plt.figure(figsize=(6,3))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(s_span, traj[:,::5,0], color='blue', alpha=.3);\n",
    "ax.set_xlabel(r\"$s$ [Depth]\")\n",
    "ax.set_ylabel(r\"$z(s)$ [State]\")\n",
    "ax.set_title(r\"Depth-Trajectories of Controlled Neural ODEs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the evolution of the data in the s-x-h space\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "n_grid=30\n",
    "x_span=[-1,1]\n",
    "fig = plt.figure(figsize=(6,6)) ; ax =Axes3D(fig)\n",
    "ss = torch.linspace(s_span[0], s_span[-1], n_grid)\n",
    "xx = torch.linspace(x_span[0], x_span[-1], n_grid)\n",
    "S, X = torch.meshgrid(ss,xx) ; \n",
    "u_traj = traj[0,:,0].repeat(traj.shape[1],1)\n",
    "e = torch.abs(y.T - traj[:,:,0])\n",
    "color = plt.cm.plasma(e.numpy())\n",
    "for i in range(traj.shape[1]):\n",
    "    tr = ax.scatter(s_span, u_traj[:,i], traj[:,i,0],\n",
    "                c=color[:,i],alpha=1, cmap=color[:,i], zdir='z')\n",
    "norm = mpl.colors.Normalize(e.min(),e.max())\n",
    "plt.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap='plasma'),\n",
    "     label='Approximation Error', orientation='horizontal')\n",
    "ax.set_xlabel(r\"$s$ [depth]\"); ax.set_ylabel(r\"$x$\"); ax.set_zlabel(r\"$z(s)$\") ; \n",
    "ax.xaxis._axinfo[\"grid\"]['color'] =  (1,1,1,0)\n",
    "ax.yaxis._axinfo[\"grid\"]['color'] =  (1,1,1,0)\n",
    "ax.zaxis._axinfo[\"grid\"]['color'] =  (1,1,1,0)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
